{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 9.2 微调"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:15.965701Z",
     "start_time": "2019-06-03T14:11:00.668216Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "from torch import nn, optim\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import torchvision\n",
    "from torchvision.datasets import ImageFolder\n",
    "from torchvision import transforms\n",
    "from torchvision import models\n",
    "import os\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"..\") \n",
    "import d2lzh_pytorch as d2l\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"1\"\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.2.1 热狗识别\n",
    "### 9.2.1.1 获取数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:15.973612Z",
     "start_time": "2019-06-03T14:11:15.967565Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['train', 'test']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = '/S1/CSCL/tangss/Datasets'\n",
    "os.listdir(os.path.join(data_dir, \"hotdog\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:16.061146Z",
     "start_time": "2019-06-03T14:11:15.975384Z"
    }
   },
   "outputs": [],
   "source": [
    "train_imgs = ImageFolder(os.path.join(data_dir, 'hotdog/train'))\n",
    "test_imgs = ImageFolder(os.path.join(data_dir, 'hotdog/test'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.118164Z",
     "start_time": "2019-06-03T14:11:16.062645Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 806.4x201.6 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hotdogs = [train_imgs[i][0] for i in range(8)]\n",
    "not_hotdogs = [train_imgs[-i - 1][0] for i in range(8)]\n",
    "d2l.show_images(hotdogs + not_hotdogs, 2, 8, scale=1.4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.123685Z",
     "start_time": "2019-06-03T14:11:17.119781Z"
    }
   },
   "outputs": [],
   "source": [
    "normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "train_augs = transforms.Compose([\n",
    "        transforms.RandomResizedCrop(size=224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        normalize\n",
    "    ])\n",
    "\n",
    "test_augs = transforms.Compose([\n",
    "        transforms.Resize(size=256),\n",
    "        transforms.CenterCrop(size=224),\n",
    "        transforms.ToTensor(),\n",
    "        normalize\n",
    "    ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.1.2 定义和初始化模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.620581Z",
     "start_time": "2019-06-03T14:11:17.125242Z"
    }
   },
   "outputs": [],
   "source": [
    "pretrained_net = models.resnet18(pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.624672Z",
     "start_time": "2019-06-03T14:11:17.622216Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear(in_features=512, out_features=1000, bias=True)\n"
     ]
    }
   ],
   "source": [
    "print(pretrained_net.fc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.670998Z",
     "start_time": "2019-06-03T14:11:17.626040Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear(in_features=512, out_features=2, bias=True)\n"
     ]
    }
   ],
   "source": [
    "pretrained_net.fc = nn.Linear(512, 2)\n",
    "print(pretrained_net.fc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.716500Z",
     "start_time": "2019-06-03T14:11:17.672667Z"
    }
   },
   "outputs": [],
   "source": [
    "output_params = list(map(id, pretrained_net.fc.parameters()))\n",
    "feature_params = filter(lambda p: id(p) not in output_params, pretrained_net.parameters())\n",
    "\n",
    "lr = 0.01\n",
    "optimizer = optim.SGD([{'params': feature_params},\n",
    "                       {'params': pretrained_net.fc.parameters(), 'lr': lr * 10}],\n",
    "                       lr=lr, weight_decay=0.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.1.3 微调模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:11:17.761943Z",
     "start_time": "2019-06-03T14:11:17.718154Z"
    }
   },
   "outputs": [],
   "source": [
    "def train_fine_tuning(net, optimizer, batch_size=128, num_epochs=5):\n",
    "    train_iter = DataLoader(ImageFolder(os.path.join(data_dir, 'hotdog/train'), transform=train_augs),\n",
    "                            batch_size, shuffle=True)\n",
    "    test_iter = DataLoader(ImageFolder(os.path.join(data_dir, 'hotdog/test'), transform=test_augs),\n",
    "                           batch_size)\n",
    "    loss = torch.nn.CrossEntropyLoss()\n",
    "    d2l.train(train_iter, test_iter, net, loss, optimizer, device, num_epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:13:52.316406Z",
     "start_time": "2019-06-03T14:11:17.763719Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training on  cuda\n",
      "epoch 1, loss 3.1183, train acc 0.731, test acc 0.932, time 41.4 sec\n",
      "epoch 2, loss 0.6471, train acc 0.829, test acc 0.869, time 25.6 sec\n",
      "epoch 3, loss 0.0964, train acc 0.920, test acc 0.910, time 24.9 sec\n",
      "epoch 4, loss 0.0659, train acc 0.922, test acc 0.936, time 25.2 sec\n",
      "epoch 5, loss 0.0668, train acc 0.913, test acc 0.929, time 25.0 sec\n"
     ]
    }
   ],
   "source": [
    "train_fine_tuning(pretrained_net, optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-03T14:15:57.891925Z",
     "start_time": "2019-06-03T14:13:52.319140Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training on  cuda\n",
      "epoch 1, loss 2.6686, train acc 0.582, test acc 0.556, time 25.3 sec\n",
      "epoch 2, loss 0.2434, train acc 0.797, test acc 0.776, time 25.3 sec\n",
      "epoch 3, loss 0.1251, train acc 0.845, test acc 0.802, time 24.9 sec\n",
      "epoch 4, loss 0.0958, train acc 0.833, test acc 0.810, time 25.0 sec\n",
      "epoch 5, loss 0.0757, train acc 0.836, test acc 0.780, time 24.9 sec\n"
     ]
    }
   ],
   "source": [
    "scratch_net = models.resnet18(pretrained=False, num_classes=2)\n",
    "lr = 0.1\n",
    "optimizer = optim.SGD(scratch_net.parameters(), lr=lr, weight_decay=0.001)\n",
    "train_fine_tuning(scratch_net, optimizer)"
   ]
  }
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